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Ubuntu 安装与使用C++ onnxruntime库

系列文章目录


文章目录

  • 系列文章目录
  • 前言
  • 一、Ubuntu中安装onnxruntime
    • 1、一些依赖
    • 2、onnx安装
  • 二、一些报错及解决
  • 三、onnxruntime推理

前言

一、Ubuntu中安装onnxruntime

1、一些依赖

一键安装ROS(不安装ROS可能会缺很多库,容易报错):

wget http://fishros.com/install -O fishros && . fishros

onnxruntime的一些依赖项:

$ sudo apt-get update
$ sudo apt-get install -y libprotobuf-dev protobuf-compiler

2、onnx安装

$ git clone https://github.com/microsoft/onnxruntime
$ cd onnxruntime
$ git checkout v1.19.0
$ ./build.sh –config Release –build_shared_lib –parallel –allow_running_as_root
$ cd onnxruntime/build/Linux/Release/
$ sudo make install

二、一些报错及解决

其他同学遇到的问题参考链接

问题1:cmake版本问题

CMake 3.26 or higher is required. You are running version 3.16.3

Ubuntu 20.04升级cmake 使用cmake编译的时候提示:CMake 3.20 or higher is required. You are running version 3.16.3

所以需要升级cmake版本。

访问cmake官网:https://cmake.org/files/v3.22/,下载3.22.1版本(很多版本,不低于V3.20的都行)

$ wget https://cmake.org/files/v3.30/cmake-3.30.0.tar.gz
$ tar xzf cmake-3.30.0.tar.gz
$ cd cmake-3.22.1
$ ./configure
$ make
$ sudo make install
$ cmake –version

问题2:

make[2]: *** [CMakeFiles/gsl-populate.dir/build.make:100:gsl-populate-prefix/src/gsl-populate-stamp/gsl-populate-download] 错误 1
make[1]: *** [CMakeFiles/Makefile2:83:CMakeFiles/gsl-populate.dir/all] 错误 2
make: *** [Makefile:91:all] 错误 2
CMake Error at /usr/local/share/cmake-3.30/Modules/FetchContent.cmake:1918 (message):
Build step for gsl failed: 2
Call Stack (most recent call first):
/usr/local/share/cmake-3.30/Modules/FetchContent.cmake:1609 (__FetchContent_populateSubbuild)
/usr/local/share/cmake-3.30/Modules/FetchContent.cmake:2145:EVAL:2 (__FetchContent_doPopulation)
/usr/local/share/cmake-3.30/Modules/FetchContent.cmake:2145 (cmake_language)
/usr/local/share/cmake-3.30/Modules/FetchContent.cmake:1978:EVAL:1 (__FetchContent_Populate)
/usr/local/share/cmake-3.30/Modules/FetchContent.cmake:1978 (cmake_language)
external/helper_functions.cmake:139 (FetchContent_Populate)
external/onnxruntime_external_deps.cmake:400 (onnxruntime_fetchcontent_makeavailable)
CMakeLists.txt:598 (include)

— Configuring incomplete, errors occurred!
Traceback (most recent call last):

该错误表明在编译onnxruntime时,CMake在获取GSL(Guidelines Support Library)依赖时失败。以下是解决方案和注意事项:

解决方案 ‌手动安装GSL‌,下载GSL源码并编译安装:

git clone https://github.com/microsoft/GSL.git
cd GSL && mkdir build && cd build
cmake .. -DGSL_TEST=OFF && make -j$(nproc) && sudo make install

在onnxruntime编译时通过-Donnxruntime_USE_SYSTEM_GSL=ON指定系统GSL路径

‌若使用build.sh脚本,添加参数: ./build.sh –cmake_extra_defines onnxruntime_USE_SYSTEM_GSL=ON 或直接修改CMakeLists.txt,将onnxruntime_USE_SYSTEM_GSL设为ON

问题3:

make[2]: *** [CMakeFiles/eigen-populate.dir/build.make:100:eigen-populate-prefix/src/eigen-populate-stamp/eigen-populate-download] 错误 1
make[1]: *** [CMakeFiles/Makefile2:83:CMakeFiles/eigen-populate.dir/all] 错误 2
make: *** [Makefile:91:all] 错误 2
CMake Error at /usr/local/share/cmake-3.30/Modules/FetchContent.cmake:1918 (message):
Build step for eigen failed: 2
Call Stack (most recent call first):
/usr/local/share/cmake-3.30/Modules/FetchContent.cmake:1609 (__FetchContent_populateSubbuild)
/usr/local/share/cmake-3.30/Modules/FetchContent.cmake:2145:EVAL:2 (__FetchContent_doPopulation)
/usr/local/share/cmake-3.30/Modules/FetchContent.cmake:2145 (cmake_language)
/usr/local/share/cmake-3.30/Modules/FetchContent.cmake:1978:EVAL:1 (__FetchContent_Populate)
/usr/local/share/cmake-3.30/Modules/FetchContent.cmake:1978 (cmake_language)
external/eigen.cmake:12 (FetchContent_Populate)
external/onnxruntime_external_deps.cmake:500 (include)
CMakeLists.txt:598 (include)

— Configuring incomplete, errors occurred!

解决方法: 手动执行下载脚本 进入/media/zzz/lwl/hmpose/onnxruntime/build/Linux/Release/_deps/eigen-subbuild/eigen-populate-prefix/src/目录

cd eigen-subbuild/eigen-populate-prefix/src/
wget https://gitlab.com/libeigen/eigen/-/archive/3.4.0/eigen-3.4.0.tar.gz
tar -xzf eigen-3.4.0.tar.gz
echo "Success" > eigen-populate-stamp/eigen-populate-download

修改CMake缓存参数 编辑CMakeCache.txt,添加:

eigen_SOURCE_DIR:PATH=/path/to/local/eigen
eigen_POPULATE:BOOL=OFF

三、onnxruntime推理

C++ onnxruntime API参考:ONNX Runtime: Ort Namespace Reference

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